AutoML Leaderboard

Best model name model_type metric_type metric_value train_time single_prediction_time
1_Default_LightGBM LightGBM logloss 0.508137 13.23 0.0796
2_Default_Xgboost Xgboost logloss 0.490055 12.62 0.0729
3_Default_RandomForest Random Forest logloss 0.491796 17.63 0.1119
8_LightGBM LightGBM logloss 0.48027 9.52 0.0658
4_Xgboost Xgboost logloss 0.476665 11.62 0.065
12_RandomForest Random Forest logloss 0.475697 23.34 0.145
9_LightGBM LightGBM logloss 0.479837 9.39 0.0607
5_Xgboost Xgboost logloss 0.495671 12.75 0.1229
13_RandomForest Random Forest logloss 0.504447 20.24 0.1196
10_LightGBM LightGBM logloss 0.492031 11.05 0.0648
6_Xgboost Xgboost logloss 0.48139 13.18 0.07
14_RandomForest Random Forest logloss 0.508036 28.63 0.1872
11_LightGBM LightGBM logloss 0.510569 16.85 0.0673
7_Xgboost Xgboost logloss 0.484476 14.62 0.0702
15_RandomForest Random Forest logloss 0.492022 17.37 0.0913
12_RandomForest_RandomFeature Random Forest logloss 0.479 21.57 0.1858
16_RandomForest Random Forest logloss 0.478849 19.05 0.0918
17_Xgboost Xgboost logloss 0.478176 13.6 0.0614
18_Xgboost Xgboost logloss 0.478803 11.8 0.0721
19_LightGBM LightGBM logloss 0.49038 11.3 0.065
20_LightGBM LightGBM logloss 0.48027 11.44 0.063
21_LightGBM LightGBM logloss 0.48027 14.62 0.0649
22_Xgboost Xgboost logloss 0.480931 12.65 0.0681
23_RandomForest Random Forest logloss 0.492364 18.68 0.1209
24_Xgboost Xgboost logloss 0.47634 12.49 0.0641
25_Xgboost Xgboost logloss 0.476992 13.54 0.0618
26_Xgboost Xgboost logloss 0.476355 13.54 0.0739
27_Xgboost Xgboost logloss 0.478084 13.44 0.0698
28_LightGBM LightGBM logloss 0.479442 12.32 0.0662
29_LightGBM LightGBM logloss 0.486012 11.5 0.0634
30_LightGBM LightGBM logloss 0.478471 12.45 0.0661
31_LightGBM LightGBM logloss 0.483768 16.85 0.0649
the best Ensemble Ensemble logloss 0.470663 2.33 0.4231

AutoML Performance

AutoML Performance

AutoML Performance Boxplot

AutoML Performance Boxplot

Features Importance

features importance across models

Spearman Correlation of Models

models spearman correlation